The scent of her mother's cooking, once a source of warmth, now felt oppressive to Emily. She stared at the overflowing inbox on her laptop, each email a fresh reminder of the job search she was struggling to win. After quitting her job, her mother was elated to have her back home, but the pressure to be successful again was something she could not shake.

Her childhood bedroom, now her office, felt small and cramped. She tried to focus on writing a cover letter, but her thoughts kept drifting. The open window offered a glimpse of the outside world, of the life she envisioned. She felt as though the walls were closing in, a sense of being kept down.

She closed her laptop with a snap, the sound sharp in the quiet room. She looked at the picture on her desk of her with her friends, and the distance between them suddenly grew.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263